Ep. 48 - November 11, 2023

arXiv research summaries for Computation and Language from November 11, 2023. You can find summaries and links to each article ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ . Today's research themes (AI summary) Improving language model performance on out-of-distribution data through techniques like counterfactual data augmentation. Mitigating language model bias and toxicity at inference time without impacting translation quality. Using prompts and demonstrations to enable few-shot learning for tasks like event extraction and question answering. Analyzing model robustness through frameworks to systematically test perturbations and model variations. Leveraging cross-lingual retrieval to improve multilingual model zero-shot performance.